Telegram AI Agents for A/B Testing Deposit Offers
Telegram AI Agents for A/B Testing Deposit Offers
IGaming Marketing
May 8, 2026
May 8, 2026
Use Telegram AI agents to automate A/B tests of deposit offers, increase open rates and lower cost per first-time deposit.
Use Telegram AI agents to automate A/B tests of deposit offers, increase open rates and lower cost per first-time deposit.

Want to boost deposit conversions in iGaming? Telegram AI agents offer a faster, more effective way to test and refine promotional offers. Compared to email campaigns with low open rates (under 20%), Telegram AI agents achieve 40–60% response rates and 80% open rates. By automating A/B testing, these agents help operators identify winning deposit offers - like bonus structures or free spins - while reducing costs and manual effort.
Key Takeaways:
Higher Conversion Rates: Tested offers improve uptake from 5–10% to 15–30%.
Automated Outreach: AI agents handle 24/7 messaging, real-time follow-ups, and segmentation.
Scalable Campaigns: Reach up to 60,000 users monthly with pre-warmed Telegram accounts.
Cost Efficiency: Average cost per First-Time Deposit (FTD) is just $3.50 across markets.
Winning Example: A campaign variant offering 200% up to $50 + 50 free spins generated $45,000 extra revenue in one week.
This approach ensures faster insights, better targeting, and higher revenue potential for iGaming teams.

Telegram AI Agents vs Email Marketing: Performance Comparison for iGaming
Setting Up Enreach AI Agents on Telegram

Efficient account management and smart AI agent configuration are key to running effective A/B tests that boost deposit conversions.
Preparing Telegram Accounts
To succeed with Telegram A/B tests, you need accounts that are both aged and properly warmed. Using new accounts is risky - Telegram’s anti-spam systems are quick to flag and ban them for high-volume activity. Instead, opt for accounts with a history of genuine activity to ensure smooth operations.
Enreach offers pre-configured accounts tailored for iGaming campaigns. These accounts come with three months of Telegram Premium and are pre-warmed to bypass spam filters. Pricing depends on volume:
Under 100 accounts: $65 each
100–500 accounts: $35 each
Over 500 accounts: $28 each
Each account can send up to 20 cold messages daily, making it possible to reach up to 60,000 users per month with about 100 accounts. This setup allows for scalable outreach, which is critical for quickly testing and refining deposit offers.
To further avoid bans, the Enreach platform automates account rotation and introduces human-like delays. This strategy helps achieve open rates exceeding 80%, ensuring your efforts are both effective and compliant.
Once your accounts are ready, the next step is configuring the AI agents in the Enreach dashboard.
Configuring AI Agents
With pre-warmed accounts in place, you can now customize the AI agents for targeted outreach. The AI Agent service starts at $400 per month for 5,000 messages. Pairing this with the outreach tool at $250 per month gives you full functionality for $650 monthly. This setup allows you to segment leads based on factors like iGaming preferences (sports betting, casino, sweepstakes), language, location, and user activity.
The configuration process also includes creating automated follow-up sequences. These sequences send 4–5 personalized messages based on user engagement. For example, if a user opens a message about a deposit offer but doesn’t click, the AI agent will follow up with adjusted messaging to re-engage them. The system even analyzes competitor community data to make outreach more personalized. In late 2025, Walter Footman and the Enreach team used this approach for an iGaming client, replacing manual marketing efforts and achieving a 50% open rate with consistent 5% growth on autopilot.
The platform also integrates compliance features like rate limits and geo-targeting to maintain account health while scaling. Real-time CRM integration tracks every click, registration, and deposit, giving you the data you need to identify successful variants during A/B tests. With experience from over 50 million messages sent, Enreach’s specialists can handle setup and campaign execution, ensuring your campaigns run smoothly.
Designing Deposit Offer Variants for Testing
Creating effective deposit offer variants involves testing key components to encourage first-time deposits while keeping costs manageable.
Identifying Key Offer Elements
Deposit offers are built on several core elements that can be tested individually or in combination. One of the most influential factors is the bonus structure. Experiment with percentage matches versus fixed bonuses to appeal to different player types.
Urgency and timing also play a major role in user behavior. For example, time-sensitive offers with 24-hour countdowns can prompt quicker decisions, while ongoing offers without expiration dates might resonate with users who prefer more flexibility. Testing these approaches helps determine whether scarcity or adaptability leads to better results.
Personalization is another critical factor for success. Tailoring messages based on user behavior - like "Since you enjoy poker, here’s a $100 deposit match just for you" - can significantly improve engagement. This approach has been shown to work well with Telegram AI agents, achieving open rates of over 80%.
Another consideration is perceived legitimacy. Offers that seem overly generous may raise red flags for users wary of scams. Striking a balance between attractiveness and credibility is essential, especially when targeting audiences cautious about fraudulent activities on platforms like Telegram.
Once these elements are identified, you can create customized variants tailored to specific audience segments.
Creating Variants for Testing
To maximize effectiveness, segment your audience into groups such as high rollers, casual players, bonus hunters, inactive players, and niche fans. Each group responds differently to specific offer elements.
User Segment | Recommended Variant Element | Primary Goal |
|---|---|---|
High Rollers | High-value bonus caps, exclusive VIP access | Increase lifetime value |
Casual Players | Low minimum deposit ($10-$20), free spins/bets | Lower entry barrier |
Bonus Hunters | High percentage match (100%+), clear wagering | Drive initial signup |
Inactive Players | "Welcome back" reload bonuses, time-limited perks | Reactivation |
Niche Fans (Esports) | Event-specific betting credits | Increase relevance |
Gamification can also enhance these variants. Features like mini-games or leaderboards not only increase user engagement but also improve retention. For example, an April 2026 iGaming campaign successfully reduced cost per click while boosting deposits by incorporating gamification elements.
When testing these variants, focus on one or two variables at a time. For instance, start by changing the bonus amount or adding personalization. Avoid testing multiple elements - like bonus structure, urgency, and gamification - simultaneously, as it becomes difficult to pinpoint which change drove the results. Begin with impactful variables such as bonus structure and personalization, then gradually introduce other elements like urgency or gamification.
Finally, monitor metrics beyond the initial deposit. Keep an eye on Average Revenue Per User (ARPU) and churn rates to ensure your offers attract valuable players rather than one-time bonus seekers. This data will help refine your approach and improve long-term performance.
Configuring A/B Test Parameters in Enreach Dashboard
Using Enreach's Telegram AI agents for A/B testing requires careful setup in the dashboard to ensure each variant reaches the right audience. This configuration determines what metrics you track, who sees each version, and how you measure success.
Defining Test Goals
Before launching your test, decide on the key metrics you want to track. Common goals include open rates, click-through rates (CTR), and conversion metrics that align with your business objectives.
For iGaming campaigns, First-Time Deposit (FTD) is often the most critical metric. Enreach has powered over 50 million Telegram messages for iGaming outreach, with top campaigns achieving an average cost per FTD of $3.5 across various market tiers. As Filipe from Lucky Bet shared:
"$3.5 avg cost per FTD across tier 1, 2, and 3 markets in the first year".
It's essential to track the entire funnel - from open rates to sign-ups and FTDs. The dashboard's analytics provide real-time insights into how each variant performs, helping you quickly identify and adjust underperforming offers. This allows you to reallocate your budget to the scripts that deliver better results.
Additionally, go beyond the initial deposit by monitoring metrics like Average Revenue Per User (ARPU) and churn rates. As Polina Yan, Product Marketing Manager at Scrile, explains:
"Vanity metrics are flashy in front of outsiders, however ARPU and churn determine whether a channel is truly sustainable".
This approach ensures you're not just attracting one-time users but building a base of high-value players.
Once your goals are clear, focus on targeting the most responsive audience segments.
Setting Audience Segments
After defining your deposit offer variants, refine your test audience using the Enreach dashboard's advanced segmentation tools. These filters allow you to target users based on behavior, demographics, and engagement history, improving the precision of your tests and boosting conversion rates.
Start by grouping users into interest-based niches like Sports Betting, Casino, Sweepstakes, Lottery, Esports, Bingo, or Fantasy Sports. For example, if you're testing esports betting credits, limit your audience to esports enthusiasts to avoid wasting your budget.
Next, apply geographic and language filters. Tailor these settings to allocate your budget efficiently across different markets.
Finally, filter by activity levels on Telegram. Prioritize engaged users who are more likely to convert, rather than inactive accounts. The dashboard's tools allow you to segment users based on their past interactions, ensuring high-value offers reach the right audience.
When setting up campaigns, ensure all automated messaging complies with Telegram's terms and local iGaming regulations. Use the dashboard's built-in anti-ban automation and compliance features to avoid account flagging.
Deploying AI Agents to Target iGaming Users
Once you've set up your offers and testing parameters, the next step is putting AI agents to work for targeted outreach. Enreach's platform simplifies the technical side, allowing you to focus on refining your deposit offers using real-time performance data.
Automating Outreach Campaigns
Forget manual messaging - AI agents take over the entire outreach process. Enreach's AI agents initiate personalized conversations at scale, achieving average open rates of over 80%. These results far surpass traditional marketing methods because the agents analyze user details like bios, usernames, and activity patterns to create opening lines that feel natural and engaging.
Operating 24/7, these agents manage multiple conversations simultaneously with response times that mimic human interaction. They guide users through the deposit funnel using 4–5 well-timed follow-ups. For instance, if a user reads your message but doesn’t take action, the agent sends a customized follow-up after a predefined interval.
Enreach's platform also qualifies leads through natural conversations, handing off high-value prospects to your human team. This means your business development (BD) staff can focus their energy on leads that matter most. As Lorenzo, Head of BD, stated:
"Enreach makes it easy for our BD team to hit target consistently".
By automating these processes, you can supercharge your testing efforts while staying aligned with A/B testing goals.
Ensuring Compliance and Authenticity
Automation is powerful, but maintaining compliance is essential to safeguard your campaigns. Enreach achieves this by using aged and warmed accounts alongside strict rate limits, ensuring your campaigns run smoothly, as outlined in the account preparation section.
The AI agents rely on NLP to tailor responses based on user context, avoiding rigid, scripted interactions. This approach makes conversations feel more genuine, as agents adjust their tone and content dynamically in response to user input.
Additionally, the platform includes anti-ban automation that tracks account health in real time. If any risks are detected, it immediately adjusts sending patterns to prevent disruptions. These safeguards ensure consistent campaign performance. Enreach has already managed over 50,000,000 Telegram messages by adhering to these protocols, allowing your A/B testing to run smoothly without compromising account health or conversion rates.
Monitoring Real-Time Test Performance Metrics
Once your test is set up in the dashboard, keeping an eye on real-time metrics is critical for staying responsive and making quick adjustments. The Enreach dashboard gives you instant insights into how your deposit offers are performing by tracking every interaction your AI agents have in real time. This immediate feedback helps pinpoint which variants are working best and allows you to tweak underperforming ones before wasting resources.
Key Metrics to Monitor
Keep a close watch on the entire conversion funnel, including message delivery, open rates, click-through rates (CTR), registrations, and first-time deposits (FTD). Ideally, your real-time data should align with benchmarks like 50–80% open rates and an average cost per FTD around $3.50. If your numbers stray too far from these benchmarks, it’s a signal to revisit your offer or messaging strategy.
But don’t stop at conversions - dig deeper into user quality metrics like Average Revenue Per User (ARPU), Lifetime Value (LTV), and retention rates at key intervals (Day 1, Day 7, and Day 30). As Polina Yan, Product Marketing Manager at Scrile, explains:
"Vanity metrics are flashy in front of outsiders, however ARPU and churn determine whether a channel is truly sustainable".
For instance, imagine one variant generates 1,000 sign-ups but suffers from a high 20% monthly churn rate. Compare that to another variant with 500 sign-ups and minimal churn - the latter might be the better long-term strategy. Use these deeper metrics to fine-tune your campaigns in real time.
Adjusting Campaigns Based on Live Feedback
If performance starts to dip, the Enreach dashboard lets you make immediate adjustments. For example, if open rates are dropping, you can tweak your AI agent’s opening message or adjust the timing of your follow-ups to improve engagement. If users are engaging but not converting to deposits, consider refining the standard 4–5 message follow-up sequence to address objections or highlight the offer’s value more clearly.
Real-time tracking also allows you to group users into segments like high rollers, casual players, or bonus hunters, tailoring your messaging to each group. Additionally, analyzing performance by region can help you shift your budget to areas with lower acquisition costs. This level of detail transforms raw data into actionable strategies, helping you optimize your campaign as it unfolds.
Analyzing Results and Improving Offers
With real-time metrics in hand, a detailed breakdown of each variant's performance helps pinpoint which offers truly boost conversions. To ensure accuracy, gather a statistically solid sample (aim for a win probability above 90% using tools like Bootstrap or Python scripts) before deciding on the best-performing offer. The parameters set during the A/B test serve as the foundation for this evaluation.
Identifying the Winning Variant
The best-performing variant strikes a balance between deposit volume, cost per First-Time Deposit (FTD), and Average Deposit Value (ADV). To identify this, compare performance metrics across the entire conversion funnel: Click-Through Rate (CTR), Registration Rate, Deposit Rate, and Cost per FTD.
For example, if one variant results in 1,000 deposits at $5.00 per FTD and another achieves 800 deposits at $3.50 per FTD, the more cost-effective option may seem clear. However, further analysis of ADV can reveal whether one offer attracts higher-value players versus those primarily seeking bonuses.
Dig deeper by segmenting results based on user type and location. An offer like a "100% Match Bonus" might perform well overall, but casual players in one region could respond better to "Risk-Free Bets", while high rollers in another might prefer straightforward cash bonuses. To keep the analysis objective, exclude the top 5% of users by turnover and known fraudulent accounts. As Oleksandr Fialkovskyi, Data Analysis Team Lead at GR8 Tech, advises:
"It's advisable to minimize the impact of something new on the VIP segment unless it's a feature specifically designed for them. Additionally, 'bad' segments (fraudsters, 'bonus hunters', and others) can negatively affect our financial metrics, so we recommend excluding them".
These findings establish clear benchmarks, setting the stage for refining future campaigns.
Improving Future Campaigns
Apply these insights to continuously improve your deposit offers. For instance, if a "Double Your Money" message outperforms a "Get a 100% Bonus" message, test variations of that successful tone to see what resonates further. Break down your offer into components - bonus percentage, wagering requirements, expiration time - and track both 30-day and 90-day Lifetime Value (LTV) to confirm which elements drive conversions and long-term retention.
Feed these learnings into your Enreach AI training model to enhance personalization in future campaigns. Experiment with the timing and frequency of Telegram messages, as well-timed outreach can significantly boost conversions. Always validate your findings with test data before scaling, ensuring that your AI agent delivers the right offer to the right audience. This process ensures every test becomes a stepping stone for smarter, more effective campaigns.
Implementing Winning Deposit Offers at Scale
Once you've identified the best-performing deposit offer through A/B testing, it's time to take it to the next level. Scaling the winning variant requires smart use of automation tools, behavioral segmentation, and precise account management - all while keeping the personal touch intact.
Scaling Campaigns with Enreach AI Agents
Enreach AI agents make scaling campaigns across multiple accounts straightforward. These tools streamline outreach and account management, allowing you to expand your efforts efficiently. By using aged Telegram accounts and automated outreach, you can ensure smooth message delivery while staying compliant. Plus, integrating Telegram bots with pre-landers and your CRM means you can track every step of the user journey, from the initial click to the final deposit.
Behavioral segmentation plays a key role here. Breaking down your audience into groups - like high rollers, casual players, bonus seekers, and inactive users - lets you craft messages that resonate with each segment. With AI agents handling 24/7 follow-ups, answering questions instantly, and qualifying leads automatically, your team can focus on strategy rather than repetitive tasks. As Lorenzo, Head of BD, put it:
"Enreach makes it easy for our BD team to hit target consistently."
Maintaining Long-Term User Engagement
Scaling up is just the first step; keeping users engaged over the long term is where the real value lies. Transform one-time depositors into loyal players by sending personalized, behavior-triggered messages. Configure AI agents to run automated drip campaigns that deliver perks like anniversary bonuses, reactivation offers for users inactive for seven days or more, and quick assistance for transaction issues. This way, your brand stays front and center without requiring constant manual input.
Gamification can also work wonders for engagement. Features like leaderboards, point systems, and time-sensitive challenges encourage users to stay active daily. Keeping an eye on retention metrics - such as Day 1, Day 7, and Day 30 retention rates, along with 30-day and 90-day Lifetime Value - helps you measure how well your efforts are working. With Telegram AI agents reportedly achieving open rates above 80%, your retention messages are likely to grab attention and drive action.
Don’t forget about users who start but don’t finish deposits. Treat these like abandoned carts by sending automated reminders to nudge them toward completing the process. This simple step can help recover conversions that might otherwise be lost.
Conclusion
Telegram AI agents provide iGaming teams with a powerful tool for A/B testing deposit offers. With open rates exceeding 80% and an average cost per first-time deposit (FTD) of just $3.50 across Tier 1, 2, and 3 markets, this method significantly outperforms traditional email campaigns.
These agents work around the clock, delivering automated, personalized outreach. They handle follow-ups, respond instantly, and segment players based on behavior - whether they're high rollers, casual players, or bonus seekers. This allows teams to test multiple deposit offer variants simultaneously while maintaining a high level of personalization at scale.
Enreach’s platform makes this process seamless. With over 50 million Telegram messages managed and built-in compliance tools, it helps create a reliable and scalable acquisition channel. As Filipe from Lucky Bet shared:
"$3.5 avg cost per FTD across tier 1, 2, and 3 markets in the first year".
With these capabilities, testing and scaling campaigns becomes more efficient. Leverage Enreach to fine-tune your deposit offers using AI agents, automation, and expert guidance. Plans start at $650 per month, offering flexible packages to suit your campaign needs.
FAQs
How many Telegram accounts do I need to run a meaningful A/B test?
To run an effective A/B test with Telegram AI agents, you'll need a minimum of two accounts. This setup lets you compare various deposit offers side by side and evaluate how well they perform.
What should I test first in a deposit offer to improve first-time deposits?
Testing the messaging and presentation of your deposit offer is a smart first step. Pay attention to details like the wording, visuals, and the call-to-action. These elements play a huge role in capturing users’ attention and driving engagement. Even small tweaks - like rephrasing the offer, using eye-catching imagery, or making the call-to-action clearer - can make a big difference in encouraging first-time deposits.
How can I determine the winning variant without affecting long-term LTV?
When evaluating performance, it’s critical to track KPIs that capture both immediate conversions and long-term user value. Metrics like retention rates and lifetime value (LTV) are excellent indicators of how well your strategy performs over time - not just in the short term.
A systematic approach, like A/B testing, can help you refine your efforts. Make sure to test with statistically significant user segments and monitor their behavior over an extended period. This will give you a clearer picture of which variations truly drive results.
To ensure accuracy, consider automating your data collection. Tools like Telegram bots can streamline this process, reducing errors and saving time. By comparing metrics such as retention rates and deposit behavior between test groups, you can identify which version strikes the right balance between immediate gains and sustainable, long-term profitability.
Related Blog Posts
Want to boost deposit conversions in iGaming? Telegram AI agents offer a faster, more effective way to test and refine promotional offers. Compared to email campaigns with low open rates (under 20%), Telegram AI agents achieve 40–60% response rates and 80% open rates. By automating A/B testing, these agents help operators identify winning deposit offers - like bonus structures or free spins - while reducing costs and manual effort.
Key Takeaways:
Higher Conversion Rates: Tested offers improve uptake from 5–10% to 15–30%.
Automated Outreach: AI agents handle 24/7 messaging, real-time follow-ups, and segmentation.
Scalable Campaigns: Reach up to 60,000 users monthly with pre-warmed Telegram accounts.
Cost Efficiency: Average cost per First-Time Deposit (FTD) is just $3.50 across markets.
Winning Example: A campaign variant offering 200% up to $50 + 50 free spins generated $45,000 extra revenue in one week.
This approach ensures faster insights, better targeting, and higher revenue potential for iGaming teams.

Telegram AI Agents vs Email Marketing: Performance Comparison for iGaming
Setting Up Enreach AI Agents on Telegram

Efficient account management and smart AI agent configuration are key to running effective A/B tests that boost deposit conversions.
Preparing Telegram Accounts
To succeed with Telegram A/B tests, you need accounts that are both aged and properly warmed. Using new accounts is risky - Telegram’s anti-spam systems are quick to flag and ban them for high-volume activity. Instead, opt for accounts with a history of genuine activity to ensure smooth operations.
Enreach offers pre-configured accounts tailored for iGaming campaigns. These accounts come with three months of Telegram Premium and are pre-warmed to bypass spam filters. Pricing depends on volume:
Under 100 accounts: $65 each
100–500 accounts: $35 each
Over 500 accounts: $28 each
Each account can send up to 20 cold messages daily, making it possible to reach up to 60,000 users per month with about 100 accounts. This setup allows for scalable outreach, which is critical for quickly testing and refining deposit offers.
To further avoid bans, the Enreach platform automates account rotation and introduces human-like delays. This strategy helps achieve open rates exceeding 80%, ensuring your efforts are both effective and compliant.
Once your accounts are ready, the next step is configuring the AI agents in the Enreach dashboard.
Configuring AI Agents
With pre-warmed accounts in place, you can now customize the AI agents for targeted outreach. The AI Agent service starts at $400 per month for 5,000 messages. Pairing this with the outreach tool at $250 per month gives you full functionality for $650 monthly. This setup allows you to segment leads based on factors like iGaming preferences (sports betting, casino, sweepstakes), language, location, and user activity.
The configuration process also includes creating automated follow-up sequences. These sequences send 4–5 personalized messages based on user engagement. For example, if a user opens a message about a deposit offer but doesn’t click, the AI agent will follow up with adjusted messaging to re-engage them. The system even analyzes competitor community data to make outreach more personalized. In late 2025, Walter Footman and the Enreach team used this approach for an iGaming client, replacing manual marketing efforts and achieving a 50% open rate with consistent 5% growth on autopilot.
The platform also integrates compliance features like rate limits and geo-targeting to maintain account health while scaling. Real-time CRM integration tracks every click, registration, and deposit, giving you the data you need to identify successful variants during A/B tests. With experience from over 50 million messages sent, Enreach’s specialists can handle setup and campaign execution, ensuring your campaigns run smoothly.
Designing Deposit Offer Variants for Testing
Creating effective deposit offer variants involves testing key components to encourage first-time deposits while keeping costs manageable.
Identifying Key Offer Elements
Deposit offers are built on several core elements that can be tested individually or in combination. One of the most influential factors is the bonus structure. Experiment with percentage matches versus fixed bonuses to appeal to different player types.
Urgency and timing also play a major role in user behavior. For example, time-sensitive offers with 24-hour countdowns can prompt quicker decisions, while ongoing offers without expiration dates might resonate with users who prefer more flexibility. Testing these approaches helps determine whether scarcity or adaptability leads to better results.
Personalization is another critical factor for success. Tailoring messages based on user behavior - like "Since you enjoy poker, here’s a $100 deposit match just for you" - can significantly improve engagement. This approach has been shown to work well with Telegram AI agents, achieving open rates of over 80%.
Another consideration is perceived legitimacy. Offers that seem overly generous may raise red flags for users wary of scams. Striking a balance between attractiveness and credibility is essential, especially when targeting audiences cautious about fraudulent activities on platforms like Telegram.
Once these elements are identified, you can create customized variants tailored to specific audience segments.
Creating Variants for Testing
To maximize effectiveness, segment your audience into groups such as high rollers, casual players, bonus hunters, inactive players, and niche fans. Each group responds differently to specific offer elements.
User Segment | Recommended Variant Element | Primary Goal |
|---|---|---|
High Rollers | High-value bonus caps, exclusive VIP access | Increase lifetime value |
Casual Players | Low minimum deposit ($10-$20), free spins/bets | Lower entry barrier |
Bonus Hunters | High percentage match (100%+), clear wagering | Drive initial signup |
Inactive Players | "Welcome back" reload bonuses, time-limited perks | Reactivation |
Niche Fans (Esports) | Event-specific betting credits | Increase relevance |
Gamification can also enhance these variants. Features like mini-games or leaderboards not only increase user engagement but also improve retention. For example, an April 2026 iGaming campaign successfully reduced cost per click while boosting deposits by incorporating gamification elements.
When testing these variants, focus on one or two variables at a time. For instance, start by changing the bonus amount or adding personalization. Avoid testing multiple elements - like bonus structure, urgency, and gamification - simultaneously, as it becomes difficult to pinpoint which change drove the results. Begin with impactful variables such as bonus structure and personalization, then gradually introduce other elements like urgency or gamification.
Finally, monitor metrics beyond the initial deposit. Keep an eye on Average Revenue Per User (ARPU) and churn rates to ensure your offers attract valuable players rather than one-time bonus seekers. This data will help refine your approach and improve long-term performance.
Configuring A/B Test Parameters in Enreach Dashboard
Using Enreach's Telegram AI agents for A/B testing requires careful setup in the dashboard to ensure each variant reaches the right audience. This configuration determines what metrics you track, who sees each version, and how you measure success.
Defining Test Goals
Before launching your test, decide on the key metrics you want to track. Common goals include open rates, click-through rates (CTR), and conversion metrics that align with your business objectives.
For iGaming campaigns, First-Time Deposit (FTD) is often the most critical metric. Enreach has powered over 50 million Telegram messages for iGaming outreach, with top campaigns achieving an average cost per FTD of $3.5 across various market tiers. As Filipe from Lucky Bet shared:
"$3.5 avg cost per FTD across tier 1, 2, and 3 markets in the first year".
It's essential to track the entire funnel - from open rates to sign-ups and FTDs. The dashboard's analytics provide real-time insights into how each variant performs, helping you quickly identify and adjust underperforming offers. This allows you to reallocate your budget to the scripts that deliver better results.
Additionally, go beyond the initial deposit by monitoring metrics like Average Revenue Per User (ARPU) and churn rates. As Polina Yan, Product Marketing Manager at Scrile, explains:
"Vanity metrics are flashy in front of outsiders, however ARPU and churn determine whether a channel is truly sustainable".
This approach ensures you're not just attracting one-time users but building a base of high-value players.
Once your goals are clear, focus on targeting the most responsive audience segments.
Setting Audience Segments
After defining your deposit offer variants, refine your test audience using the Enreach dashboard's advanced segmentation tools. These filters allow you to target users based on behavior, demographics, and engagement history, improving the precision of your tests and boosting conversion rates.
Start by grouping users into interest-based niches like Sports Betting, Casino, Sweepstakes, Lottery, Esports, Bingo, or Fantasy Sports. For example, if you're testing esports betting credits, limit your audience to esports enthusiasts to avoid wasting your budget.
Next, apply geographic and language filters. Tailor these settings to allocate your budget efficiently across different markets.
Finally, filter by activity levels on Telegram. Prioritize engaged users who are more likely to convert, rather than inactive accounts. The dashboard's tools allow you to segment users based on their past interactions, ensuring high-value offers reach the right audience.
When setting up campaigns, ensure all automated messaging complies with Telegram's terms and local iGaming regulations. Use the dashboard's built-in anti-ban automation and compliance features to avoid account flagging.
Deploying AI Agents to Target iGaming Users
Once you've set up your offers and testing parameters, the next step is putting AI agents to work for targeted outreach. Enreach's platform simplifies the technical side, allowing you to focus on refining your deposit offers using real-time performance data.
Automating Outreach Campaigns
Forget manual messaging - AI agents take over the entire outreach process. Enreach's AI agents initiate personalized conversations at scale, achieving average open rates of over 80%. These results far surpass traditional marketing methods because the agents analyze user details like bios, usernames, and activity patterns to create opening lines that feel natural and engaging.
Operating 24/7, these agents manage multiple conversations simultaneously with response times that mimic human interaction. They guide users through the deposit funnel using 4–5 well-timed follow-ups. For instance, if a user reads your message but doesn’t take action, the agent sends a customized follow-up after a predefined interval.
Enreach's platform also qualifies leads through natural conversations, handing off high-value prospects to your human team. This means your business development (BD) staff can focus their energy on leads that matter most. As Lorenzo, Head of BD, stated:
"Enreach makes it easy for our BD team to hit target consistently".
By automating these processes, you can supercharge your testing efforts while staying aligned with A/B testing goals.
Ensuring Compliance and Authenticity
Automation is powerful, but maintaining compliance is essential to safeguard your campaigns. Enreach achieves this by using aged and warmed accounts alongside strict rate limits, ensuring your campaigns run smoothly, as outlined in the account preparation section.
The AI agents rely on NLP to tailor responses based on user context, avoiding rigid, scripted interactions. This approach makes conversations feel more genuine, as agents adjust their tone and content dynamically in response to user input.
Additionally, the platform includes anti-ban automation that tracks account health in real time. If any risks are detected, it immediately adjusts sending patterns to prevent disruptions. These safeguards ensure consistent campaign performance. Enreach has already managed over 50,000,000 Telegram messages by adhering to these protocols, allowing your A/B testing to run smoothly without compromising account health or conversion rates.
Monitoring Real-Time Test Performance Metrics
Once your test is set up in the dashboard, keeping an eye on real-time metrics is critical for staying responsive and making quick adjustments. The Enreach dashboard gives you instant insights into how your deposit offers are performing by tracking every interaction your AI agents have in real time. This immediate feedback helps pinpoint which variants are working best and allows you to tweak underperforming ones before wasting resources.
Key Metrics to Monitor
Keep a close watch on the entire conversion funnel, including message delivery, open rates, click-through rates (CTR), registrations, and first-time deposits (FTD). Ideally, your real-time data should align with benchmarks like 50–80% open rates and an average cost per FTD around $3.50. If your numbers stray too far from these benchmarks, it’s a signal to revisit your offer or messaging strategy.
But don’t stop at conversions - dig deeper into user quality metrics like Average Revenue Per User (ARPU), Lifetime Value (LTV), and retention rates at key intervals (Day 1, Day 7, and Day 30). As Polina Yan, Product Marketing Manager at Scrile, explains:
"Vanity metrics are flashy in front of outsiders, however ARPU and churn determine whether a channel is truly sustainable".
For instance, imagine one variant generates 1,000 sign-ups but suffers from a high 20% monthly churn rate. Compare that to another variant with 500 sign-ups and minimal churn - the latter might be the better long-term strategy. Use these deeper metrics to fine-tune your campaigns in real time.
Adjusting Campaigns Based on Live Feedback
If performance starts to dip, the Enreach dashboard lets you make immediate adjustments. For example, if open rates are dropping, you can tweak your AI agent’s opening message or adjust the timing of your follow-ups to improve engagement. If users are engaging but not converting to deposits, consider refining the standard 4–5 message follow-up sequence to address objections or highlight the offer’s value more clearly.
Real-time tracking also allows you to group users into segments like high rollers, casual players, or bonus hunters, tailoring your messaging to each group. Additionally, analyzing performance by region can help you shift your budget to areas with lower acquisition costs. This level of detail transforms raw data into actionable strategies, helping you optimize your campaign as it unfolds.
Analyzing Results and Improving Offers
With real-time metrics in hand, a detailed breakdown of each variant's performance helps pinpoint which offers truly boost conversions. To ensure accuracy, gather a statistically solid sample (aim for a win probability above 90% using tools like Bootstrap or Python scripts) before deciding on the best-performing offer. The parameters set during the A/B test serve as the foundation for this evaluation.
Identifying the Winning Variant
The best-performing variant strikes a balance between deposit volume, cost per First-Time Deposit (FTD), and Average Deposit Value (ADV). To identify this, compare performance metrics across the entire conversion funnel: Click-Through Rate (CTR), Registration Rate, Deposit Rate, and Cost per FTD.
For example, if one variant results in 1,000 deposits at $5.00 per FTD and another achieves 800 deposits at $3.50 per FTD, the more cost-effective option may seem clear. However, further analysis of ADV can reveal whether one offer attracts higher-value players versus those primarily seeking bonuses.
Dig deeper by segmenting results based on user type and location. An offer like a "100% Match Bonus" might perform well overall, but casual players in one region could respond better to "Risk-Free Bets", while high rollers in another might prefer straightforward cash bonuses. To keep the analysis objective, exclude the top 5% of users by turnover and known fraudulent accounts. As Oleksandr Fialkovskyi, Data Analysis Team Lead at GR8 Tech, advises:
"It's advisable to minimize the impact of something new on the VIP segment unless it's a feature specifically designed for them. Additionally, 'bad' segments (fraudsters, 'bonus hunters', and others) can negatively affect our financial metrics, so we recommend excluding them".
These findings establish clear benchmarks, setting the stage for refining future campaigns.
Improving Future Campaigns
Apply these insights to continuously improve your deposit offers. For instance, if a "Double Your Money" message outperforms a "Get a 100% Bonus" message, test variations of that successful tone to see what resonates further. Break down your offer into components - bonus percentage, wagering requirements, expiration time - and track both 30-day and 90-day Lifetime Value (LTV) to confirm which elements drive conversions and long-term retention.
Feed these learnings into your Enreach AI training model to enhance personalization in future campaigns. Experiment with the timing and frequency of Telegram messages, as well-timed outreach can significantly boost conversions. Always validate your findings with test data before scaling, ensuring that your AI agent delivers the right offer to the right audience. This process ensures every test becomes a stepping stone for smarter, more effective campaigns.
Implementing Winning Deposit Offers at Scale
Once you've identified the best-performing deposit offer through A/B testing, it's time to take it to the next level. Scaling the winning variant requires smart use of automation tools, behavioral segmentation, and precise account management - all while keeping the personal touch intact.
Scaling Campaigns with Enreach AI Agents
Enreach AI agents make scaling campaigns across multiple accounts straightforward. These tools streamline outreach and account management, allowing you to expand your efforts efficiently. By using aged Telegram accounts and automated outreach, you can ensure smooth message delivery while staying compliant. Plus, integrating Telegram bots with pre-landers and your CRM means you can track every step of the user journey, from the initial click to the final deposit.
Behavioral segmentation plays a key role here. Breaking down your audience into groups - like high rollers, casual players, bonus seekers, and inactive users - lets you craft messages that resonate with each segment. With AI agents handling 24/7 follow-ups, answering questions instantly, and qualifying leads automatically, your team can focus on strategy rather than repetitive tasks. As Lorenzo, Head of BD, put it:
"Enreach makes it easy for our BD team to hit target consistently."
Maintaining Long-Term User Engagement
Scaling up is just the first step; keeping users engaged over the long term is where the real value lies. Transform one-time depositors into loyal players by sending personalized, behavior-triggered messages. Configure AI agents to run automated drip campaigns that deliver perks like anniversary bonuses, reactivation offers for users inactive for seven days or more, and quick assistance for transaction issues. This way, your brand stays front and center without requiring constant manual input.
Gamification can also work wonders for engagement. Features like leaderboards, point systems, and time-sensitive challenges encourage users to stay active daily. Keeping an eye on retention metrics - such as Day 1, Day 7, and Day 30 retention rates, along with 30-day and 90-day Lifetime Value - helps you measure how well your efforts are working. With Telegram AI agents reportedly achieving open rates above 80%, your retention messages are likely to grab attention and drive action.
Don’t forget about users who start but don’t finish deposits. Treat these like abandoned carts by sending automated reminders to nudge them toward completing the process. This simple step can help recover conversions that might otherwise be lost.
Conclusion
Telegram AI agents provide iGaming teams with a powerful tool for A/B testing deposit offers. With open rates exceeding 80% and an average cost per first-time deposit (FTD) of just $3.50 across Tier 1, 2, and 3 markets, this method significantly outperforms traditional email campaigns.
These agents work around the clock, delivering automated, personalized outreach. They handle follow-ups, respond instantly, and segment players based on behavior - whether they're high rollers, casual players, or bonus seekers. This allows teams to test multiple deposit offer variants simultaneously while maintaining a high level of personalization at scale.
Enreach’s platform makes this process seamless. With over 50 million Telegram messages managed and built-in compliance tools, it helps create a reliable and scalable acquisition channel. As Filipe from Lucky Bet shared:
"$3.5 avg cost per FTD across tier 1, 2, and 3 markets in the first year".
With these capabilities, testing and scaling campaigns becomes more efficient. Leverage Enreach to fine-tune your deposit offers using AI agents, automation, and expert guidance. Plans start at $650 per month, offering flexible packages to suit your campaign needs.
FAQs
How many Telegram accounts do I need to run a meaningful A/B test?
To run an effective A/B test with Telegram AI agents, you'll need a minimum of two accounts. This setup lets you compare various deposit offers side by side and evaluate how well they perform.
What should I test first in a deposit offer to improve first-time deposits?
Testing the messaging and presentation of your deposit offer is a smart first step. Pay attention to details like the wording, visuals, and the call-to-action. These elements play a huge role in capturing users’ attention and driving engagement. Even small tweaks - like rephrasing the offer, using eye-catching imagery, or making the call-to-action clearer - can make a big difference in encouraging first-time deposits.
How can I determine the winning variant without affecting long-term LTV?
When evaluating performance, it’s critical to track KPIs that capture both immediate conversions and long-term user value. Metrics like retention rates and lifetime value (LTV) are excellent indicators of how well your strategy performs over time - not just in the short term.
A systematic approach, like A/B testing, can help you refine your efforts. Make sure to test with statistically significant user segments and monitor their behavior over an extended period. This will give you a clearer picture of which variations truly drive results.
To ensure accuracy, consider automating your data collection. Tools like Telegram bots can streamline this process, reducing errors and saving time. By comparing metrics such as retention rates and deposit behavior between test groups, you can identify which version strikes the right balance between immediate gains and sustainable, long-term profitability.
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